That's the aspect of alchemy we're familiar with, but it turns out to only be one branch of Western alchemy, which was heavily influenced by Eastern alchemy (as diffused through the mid-east).

I didn't know much about non-precious metal alchemical traditions until reading up on the history of chemistry in 'Caveman to Chemist', which has a really great set of chapters on it.